{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparing Corpus Visualizers on Yellowbrick\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### Import all the necessary Libraries\n",
    "\n",
    "from yellowbrick.text import TSNEVisualizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from yellowbrick.text import UMAPVisualizer\n",
    "from yellowbrick.datasets import load_hobbies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### UMAP vs T-SNE\n",
    "\n",
    "Uniform Manifold Approximation and Projection (UMAP) is a dimension reduction technique that can be used for visualisation similarly to t-SNE, but also for general non-linear dimension reduction. The algorithm is founded on three assumptions about the data\n",
    "\n",
    "1. The data is uniformly distributed on a Riemannian manifold;\n",
    "2. The Riemannian metric is locally constant (or can be approximated as such);\n",
    "3. The manifold is locally connected.\n",
    "\n",
    "From these assumptions it is possible to model the manifold with a fuzzy topological structure. The embedding is found by searching for a low dimensional projection of the data that has the closest possible equivalent fuzzy topological structure.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "corpus = load_hobbies()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Writing a Function to quickly Visualize Corpus \n",
    "\n",
    "Which can then be used for rapid comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize(dim_reduction,encoding,corpus,labels = True,alpha=0.7,metric=None):\n",
    "    if 'tfidf' in encoding.lower():\n",
    "        encode  = TfidfVectorizer()\n",
    "    if 'count' in encoding.lower():\n",
    "        encode = CountVectorizer()\n",
    "    docs   = encode.fit_transform(corpus.data)\n",
    "    if labels is True:\n",
    "        labels = corpus.target\n",
    "    else:\n",
    "        labels = None\n",
    "    if 'umap' in dim_reduction.lower():\n",
    "        if metric is None:\n",
    "            viz   = UMAPVisualizer()\n",
    "        else:\n",
    "            viz = UMAPVisualizer(metric=metric)\n",
    "    if 't-sne' in dim_reduction.lower():\n",
    "        viz = TSNEVisualizer(alpha = alpha)\n",
    "    viz.fit(docs,labels)\n",
    "    viz.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quickly Comparing Plots by Controlling \n",
    "\n",
    "- The Dimensionality Reduction technique used \n",
    "- The Encoding Technique used \n",
    "- The dataset to be visualized \n",
    "- Whether to differentiate Labels or not \n",
    "- Set the alpha parameter\n",
    "- Set the metric for UMAP "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize('t-sne','tfidf',corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize('t-sne','count',corpus,alpha = 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAD1CAYAAADzsCaAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsvXmYHXd15/2p9W693m619n0pSRhjxyBsy7INAZIQHLJNeIPjGCeEOIADCSGZmczzJs8kbzIJE+B9wYkJhGXAnsSBTIg9DDgssrViMN6QpZLV2qXe97tV3VreP35V1ffevr2qN0n1fR49dnffqvr96lad3/md8z3fI/m+T4wYMWLEWBzISz2AGDFixLieEBvdGDFixFhExEY3RowYMRYRsdGNESNGjEVEbHRjxIgRYxERG90YMWLEWESoSz2Aqx2GYfx/wJ3Bj7uBM0Ax+Pk2oAX4ZPA3P/jbX5im+fXg+LPAQdM0f63inK8Hvmqa5ibDMDYBncDLdS6/xzRNu2Y8ZwEruI4P6MBTwEdM0/RmMa8HgRbTNP/bTI+pOf6zwCOmaT5nGMbngH80TfPbcznXLK75NuCzQC9wp2maxTqf2QMcANaaptlf87cPAb9lmuYNwc8K8GngruAj3wA+apqmX3PcnwIfAC4Fv9KA04h7fnJ+Zrd4MAzjKeDdtfcnxvwgNrpXCNM0fzf8/8Dg3Wua5g8rfvdV4Numab4r+Hk3cMgwjNtN0zwefOyXDcP4pmmaX5nkMkXTNG+axbCiMRiGoQNPA+9HGJAZwTTNR2ZxvXp4K/CZ4FzvvcJzzRT/F/BZ0zT/vN4fDcNoB/4OsRDV/m0v8EfAYMWv7wMM4LWIXeFh4JeBf65z+n8yTfODFee7D/iOYRivMU1zdG7TWTK8dakHcC0jNroLj9VAyjAM2TRNzzTNVwzD+DlgqOIzfwx8yjCMQ6ZpnpnPi5umaRuGcQDYGXjNB4DjwCaEB/dG4E8ABRgFft80zWcD763dNM0PGoaxFmGwNyC8uH80TfMvAAzDeAfw5wijlAceBH4FWAM8ahjGrwN/BXzaNM2vGobx81Ncb1NwvzYCfcC7TNO8XDkfwzA04OPATwIu8H3g94Lr/jxQNAyj2TTNj9YcJwNfAf4z8M2av60EHgY+Cvynij8pQAZIBPPTgdJ09xzANM0vB4b33cAjhmHsAz4GpAEb+C+maX4zuP5/Au4HHOBV4D3ALwC/bJrmO4LPvCf82TCMLyJ2Mm8AVgGPB/frnuDn95qm+d1gwf0rxPesAM8Dv2ua5mjgIHwxuI8bEIvGHxqG8YVgCt8zDOPtwDuCe2sHc/9t0zRfmck9iFEfcUx34fEHwAeBXsMwvm4YxkeB06Zpdld85mngb4HHDMOotxCmDMN4oebfwzO5uGEYaxAv4/eCX60D/sw0zR1AM/AI8Eumad4I/N/A1w3DaKo5zZeBz5umeQuwB3iLYRi/EhirrwDvCY7/GPDfTNP8Y+AywuP+fsVYdk5zvX3AfzBNcydiUfrtOlP6LwiD/rrgnwx8zDTNjwH/Bnyi1uAG+K/As6Zpfqvm/ijAYwiDe6nmmC8G47gEdAGnTNN8os65J8OLwGsNw2gDvgp8KJj3/cBXDMPYHCzA7wFuC8IaZxDPy3S4GRG+ej1i0cmZpnk78P8C/zH4zH9EGPJbTNN8HeI7qQwXNZimuQ+4HXjIMIzNpmk+EPztTcHnPwn8tGmabwD+HrhjFvOPUQex0V1gmKb5XYQn8fMIr+we4IRhGG+o+eifABLwp3VOUzRN86aafx+Y4rKPBob5JeAJ4HOmaX4t+JsDHAn+/83Ad0zTPF0x1l7glvBEhmFkEJ7SnxmG8QJwNJjPTcBe4Memab4QHP8vpmn+zBTjmu56+yu24s8D2Trn+BlErLgcxKg/FfxuUhiG8bMIj/5P6/z5L4FnTNP89zp/+xOEB7kSsVhlDcP4yFTXqoEPFIJrnwoXINM0jwGHgLuBtwD/bJrmUPC33zdN8/+ZwbmfCO5BN2KHEXrvnYzft3cA7wSeD767n0fkFkJ8PbjmJcT3UHW/TdN0EaGUw4ZhfBoYAf5hxrOPURdxeGEBYRhGB+JFf8g0zYPAQeAvgsTS/cAPws+apukYhvFu4Dmq44pzQVVcuQaWaZpO8P/1Fl0ZEUIIoSAWg9tN0yxAFBstIYxolFQyDEMCXmua5kuTXHu661UmvvzgutOdo3a89fAbCKP5I8Mwwt99zzCMBxBx217DMH4BaADWGobxQhBD/0XEd2cDtmEYX0LEdP9mmuuFeAPwhTpjrhy3Q/U9bEEkX2vnXxuHtmp+Lte5hoLwrv9PcO4GIFnx92nvt2mav2YYxg2IxeGPgN9EGPIYc0Ts6S4sBhFJiQ8FBgnDMNIIT/FHtR8OPMDfBf5ikcb3XeBthmFsCcb2ZmA9wiMPxzSK8G5/P/hMC8JLe2fwuV2GYbwm+Pg7EeEGEMak1hhOe70Z4FvAg4ZhaEGc9gNAPS81gmmav2Sa5q5wlxD8+k2maf7QNM3Vpmm+Lvj9e4HOis/8CBGfDmPJPxfci2lhGMZvAlsQ8daj4lfGnuBvr0EwXvYD3wZ+sSLE8qeIe90H3GAYRjIIOd0zk+vW4FvABw3D0IN79VmEZz8dXEAzDKPdMIwLwIBpmp9EhHZeN4dxxKhA7OkuIALv9W3AXwO/axhGDuFRfNE0zc9PcsyXDcP4KapjZ6lge1iL94Rb+zmO7xXDMN4P/EvwYheAe0zTHKnwCEEkgz5tGMbLCI/rf5qm+SiAYRj3Al8Kjh9FMAgA/hX4J8MwIubCLK43Ff4c+O/AC4jn91ngoTlMfyb4PUSC8wTCEH0HkZiqh3cZhnEH4vuVARO42zTNElAyDOM/BOdKAx7wQEAnO1nBaAE4BvwWwgt9GjiBiCd/D7hxluP/M8S9eh7h9b4AzCQ88i+IXdk7Eff7O4ZhFBEL6WIxUa5ZSLG0Y4x6MAzj40DZNM0/WuqxxIhxLSH2dGNMgGEYX0YkeX5hiYcSI8Y1h9jTjREjRoxFRJxIixEjRoxFxKThheeeey6BoLx0IZIIMWLEiBFjeiiIysof3HLLLbXUviljum9AlIzGiBEjRozZYx+CBVKFqYxuF8COHTvQ9Qn6IDFixIgRow5s2+bkyZMQ2NBaTGV0XQBd10kkEgswtBgxYsS4plE3LBsn0mLEiBFjEREb3RgxYsRYRMRGN0aMGDEWEbHRjRFjEoyWbF64NMBoyZ7+wzFizBBxGXCMGDWwHYf7Hj3E0XP95G2HtKZw09osj/7aXhqTcVI5xpUh9nRjxKjBfY8eYv+pbizHpex69BcsnjIvccNfP8HDB0/gejPu7xkjxgTEnm6MBYPluAwWLDK6St52yKYTJFRlqYc1JUZLNkfP9SPLMgXbwXJcJElCkmT68xZP/PgiAB+4Y+cSjzTG1YrY6MaYd7iexyOHT/JMZw8vdQ1RsF3SusqNa1q4c8tKHtizlZFSeVka4dMDY+RtB1WWKLsekjTeTMH1fEquy4HOXt576/ZlN/YYVwdioxtj3vHI4ZN84/glzg/lGSrYSJKEVbA43j3Cse5hPv/9U7RlEmTTCfZt6eDB23egyMsj0rWlrZGMrlIsu3i+X2V0FVkirakMFS0GCxarm9JLONIYVyuWx5Me45qB5QhPEGCwYOEDPsJ4nR/K0zNaomu0gKbIFMoO3zh+iUcOn1zaQVegKalz68Z28D1kedzg+r5Pa0pHVSRaU2LBiBFjLoiNbox5xWDBYrBocXpgjMGCxUipzEjRZrhok7MdxqwyQ0Wb0wNj+L6PIksc6OzFcpaPkN2X793Lm7avJqUqeJ6HLEF7JsHN67K4ns++rR1xaCHGnBGHF2LMK7LphDC8eUtszX0RC3UDsXxJkpCAwbzFWVlmc1vDstuu66rKP91/F0OFEn/93WOc7BslZzlkNI19W0U4ZCkwWhKL1Za2RpqSsQjV1YrY6MaYd/i+MK6aLFMqO3j+eG9vHx9dUZBlmcGCxYbWzLLdrremk/zlO26JWBhLlfir5Q1ndJVbN7bz5Xv3oqvxK3y1IQ4vxJhXCOOks6IhSUZX0FTxiMmS+KfKMilNGC7H8yk57rLfridUhdVN6SUbY8gbtl0PTZGxXY/9p7q579FDSzKeGFeGeJmMMa/IphO0ZZKkdJUNrRmssssrPSPkrDKu7yMhtsmKLNGaTnDP7nVLtl2/GlDJG66ELMscPdfPaMmOQw1XGWJPN8a8IqEq7NvSgeuJJFk6oYIEpbKL54Pr+3g+lF2ftkyCh/btXDZ0seWIkDdcDwXb4fTA2CKPKMaVIn7aY8w7Hrx9B2/ftZa0qlK0HFRJIq2rEBhcWZJIqAq9o0U+fcBc6uEua4S84XpI6ypb2hoXeUQxrhSx0Y0x71BkmQ/csZMv3buXj73zFravaCSTUGlO6TQnNZqSGmldxfHhu6e6lhVdbLkh5A17NXoPnudx68b2OLRwFSI2ujEWDAlVYdfKFhoSGo4rCiRkSYqqvDRZplgWzIAYk+PL9+7l7m2r0BUZx/XQFZm7t63iy/fuXeqhxZgD4kRajAVFQlV407ZV/PD8AJW+mu/7ZBsSZJcpXWw5IeQNxzzdawOxpxtjwfHQvp3csaUDGfB8H0WS6GhMsq45s+zpYssJTUmdm9a2xQb3Kkfs6cZYcCiyzGP37ePTB0y+e6qLYtklm0osaXVXjBhLhdjoxlgUKLLMh+7axYN7dyxpdVeMGEuN2OjGWFSE1V0xYlyviGO6MWLEiLGIiI1ujBgxYiwiYqMb47qF5bh0jRbi4owYi4o4phtjTriaOaNhD7cDp3ujpN5yaxsU49pFbHRjzArXgrZr2MNNkSWSmhK1DYK4y2+IvlyRFy4NctPaLCsaUks9nGsKV8dbEmPZINR2lWV5grbrP91/11IPb1qEPdyUiv5nQNQ26Hrv8lu0be741Lc40TuG47qoisLOjkYOPvRTpPSra0ezXBHvpWLMGDPRdl3uCHu41UPYNmiuuBZixHd86lv8uGsYz/eRZRnP9/lx1zB3fOpbSz20awaxpxtjxgi1XTVl4lodarvetLZtCUY2c2TTQuuhUJ6oUTvXtkHXSoy4L1fkRO9Y3UX1RO8YfbliHGqYB1w9T0SMJcdSarvOlxeZUBVu3dhO3nZwPT/6/ZV0+Q1jxIWyUxUjXk6t5WeCFy4N4rj176/jurxwaXCRR3RtIvZ0Y8wYobZrGNMN4Xket27pWBAWQ60X2ZzUuXldKx++cxdpXZvTuY6c6+PySJGC7ZDRFV67qpU7jZVz0oG4lmLEN63NoioKnu9P+JuqKNy0NrsEo7r2EHu6MWaFxdZ2Db3IvF2ma7TI4bO9fPLpE9z56W/x8METuDXi3lPhUwdO8C8vnydnOWxf0chr17SwtjnN7Zs7+MAdc2sbFMaIXc+nVHarvOcrjREvNlY0pNjZ0VhXMH1nR2McWpgnxJ7uNY75bh++mNqulV7kmYEcfbkSkiShyBLdoyWefOUiME7zmmyurufx6QMmn3j6OKWyi6pIZNMJNmUzpHSVI2f7eHDvjjndn+akxkDeonusiOP6VeduSuhYjofluNG5l7qd+3Q4+NBPTWAv7F7dwsGHfmqph3bNIDa61yjqJXdu27iCX3rdBpqSGnnbuaIXP9R2nS1mY3RCL1JTZAYLVtRxAqDseXi+z4HOXh7Ys5UvPNtZNddbN7bzy6/byIqGJJ87+ipPvnKBkuMiyxKeD325EgCb2xoij3QuQjxfeLYTyxUebnju3rEiA/kSa5rTvO/xI2TTCfZuXoHjeuzv7CFvObQ3JJdlsi2l6zz3kXtinu4CIja61ygqCwASqsIrPcMc6OzmL7/zEglVJa2r3LimhTu3rFyUF38uGf6QaTBYsHBcYdRCaAFPeKho8clnjnPoTF8wV5lj3cMc6OzhM0de5bWrW+jsH2NVUxJNkaPtvyRJDBYsNrRm5sxaCD3xzdlGZEliMG9T9jwsxwMJVjamUGSJvF3mL7/zMgXbJaEowhvOlSKK3XIsyFjRkOKtxtqlHsY1ieWzxMaYN9Qmd84N5egdK5GzXUZKZSzHZahgcbxnZNGy7HPJ8Ift3BVJQlXGDa7v+2QzOrIk0ZTSef7CUDTXs4N5+nIlPGCsVGaoYHFhOM/5oQLZtI5fkSRyPJ+S486ZtRB64pIEm7IN3LSulRtXt5BJqCRUBSeIjZ4dzDGUt7EdD0ki8rQvDBc40Nl7VfN6Y8wesdG9BlFZAOD5PoN54VGVXQ/fFy+9FHhmksSCv/jTZfinuvaDt+/gHa9Zx6rGFK7nRa1+NrY24Ho+N69tZcQS83M9vyoMUfY8QEJXFQYLFuuaM3Q0JlEkCc/3SaoK9+xeN+fuFdl0guakHiXQwqabjutHnrjr+fTnLXxJwgNCkx962gP50lWVbItx5YjDC9cgKgsAyq4XGB9hbGVJIrR9Zc+j7HoMOXOPac4E4SKQ1CZ6k4NFi+M9w+xa2VLX2wzbuT+wZyuffOY4z18aYrRok9FU9m3t4IE9W3np8nA018owhCbLJDSZbFqne7SE43lsyjawodXHKru8Y/d6PnTXrjnNyfU8Pnf0Vc4MjnF+qIAWJNDWt6RRZSnyxEuOi+sh7nlgcT3fRwIcX/Cb48ac1xdio3sNItyWf+P4JTRFeFyO6yHhoylKVQt0TZFp0LQFe/Etx8VyPJqTepRwKrseqixzcSTPSLHMH3z9uWkTS2ld4z+/5ca6ibjKuaqKSGaF3YZlSWJjawOqLKHLCkXLoS2T5Gd2rr2i/myPHD7Jk8cu0ppKUHJchgtlesaK6IrMHVs6GLNExZu4/xKaLHQqxkrlYPEDXZW4e9vKZcliiLFwiI3uNYrQoBzo7KUpqTFcsGnNJHBd4fWGRsn3WZCOvLWJs4G8RddoIfgb2J6L6/psaM2QTqgUyg5PHrvISMnmI3e/ZtLx1Gv3UznX5qTGSLFMWxCC8H2fMwM5kpqC5TmkExq3bVpxRcnDgl3m898/VUMT01nd1ERzKsEXfvV2wabo7GWoaLGqMUWXX8C3fRzXB0nc/7SuodYpqY5xbSM2ussQ88HlDLfl7711O325El998RxHzvTxcvcQedslk1DZ1dHMnVvnVok1HWrlEy3XZbRURpVlEpqC7Yj4rBQYoNMDOQbyFs9fGuCFS0PctXXmrIrauX7txfMcOdvHUNGiP2+BBB0NKRzPw/E8njp5GVWR5swa+OQzx7kwnEeR5QoKmgVISEiMlMrReAYLFklV5i1/9226x4qUXR9FhvZMgk3ZBg6d7uN9t82NIxzj6kRsdJcRFkI4JaEqrGvJ8OG7dvM7e4Uxz+jqFfN0p0Jl4sz3Rfb+zEAO1wPP91jRkMDzPFRFYSAvDONw0cb3QZLgx11D5KwyMDs6VTjXsOtw12iBP/i35zB7R3nx8mBV8cIzp3rmVKJrOS7PXxpCV5Wq6rMwMbZ9RVMQUnEjr7xrtEBbJsGqphRl10NT5CipeCUc4RhXJ2Kju4yw0OLalVvzK60im8obr0ycnRvK0TNWxA0Mquf7DBdtyp6PqsCYJRJgUuD1SsBAwUKR5SvSLkioCglV4Vj3MEMFG0mSqgojXva8ORm7wYLFSNEmm9bpHStVFWyMWmVO9Y3yvseP0pLSuWmt0IioTGwqcvVc5soRjnH1Ija6ywRXi3DKTLzx0Mjk7DKDeRtZFowJP2BPKLKM47m4rjtBO0FTZWRJrqJTzdULzOgqBdutMowgvNK87U6qmDYVwrmF38VAzsIOGCKKBGub01waLfBKzwj7T3XztRfP8xtv3MbezSv45onLVd/vlSibhVjuZcUxJiKO4i8ThN6h5/tYjovjiv96vh9tQZeDSPZMihxC9oRVdil7HhISmiLj+z6aIiNJErqi0JjSop8lQFdl0powhI7nXzGdKm87pHW1qiACRAw5kxAhltkinJvrCc4zkmCC2a5LWte4OJKnd6yE6/koskz3WJEnjwmNiLfvWktaVbHKLmlV5e275s6gcD2Phw+e4P7HDkX/ZisAtJAYLdm8cGngqhC2X2zEnu4yQXNSY7AghFNGS44oBJAlmhIaKxtT/OOPzvD98wNLKpI9G2/8wdt34Lg+J/vGKDkuDbpKg66CL/jBuqLwW3u289ylQY51jzBQsJArPFJFknjT9lVX5L1l0wluXNPC8Z6RqERXk2WyDQl2dTTP2aA/ePsOnunsYTBv4QQLierKuK7HhaECqQoP2vF8XN/n0Ok+vnTv3ii5dqWe6XLt83Yt9NBbaMR3YZngC892UiqLDH/ZFZ6Z5/qMlsp4vs8/PHuKLW2NS/qCTVXkUJsQUmSZD921Cx+fJ165SFJVkCWRVOvPWzQkNV7oGg54tBlUZVy7QJUk7tjSwUP7rmxuCVXhzi0ryVkOG1ozURLL9+HOrXPnxzqej4TEzeuzlF0PRZJ5qWuIsuthuS5Jf5wLrcpSpBER3p8rTZot51DU1d5DbzEQhxeWAcKXaGM2g4zYavtB1VIYCx0ulKvEpWdSQjvfCOOZ9TBZQuihfTv5xdduoFHX6OwfYzBvs6Ihyfb2RgplhzHLoSmpsbujhd2rmrl1Yzt/+OYbeOy+ffPixT94+w7evmstDZoGPjRo2qy39bVhnXDxkSUhJhTydEOEpAbf98mmE0gSJDVlTjHkeljIPm9Xgmuhh95iIPZ0lwEqhVMSmkJSU6KqJdfzKXs+HqJkt9KDWWy6UWWl20wTQiGH9r7Xb+G+Rw/i+n5VGEFVBLf1799164LQ2Co5vLPd1k+WNHxgz9YJfdY2tjYAob6FmGM2kwR8nr84SFNS432PH52XsNBC9HmbD1wLPfQWA7HRXQaozPaHIimhqJamBJR7SZrwMC/FC1ZZ/TVUtGhNJdi3tWNazzFvOxTL7qShibztLOjiUa+SbTpMFTe9beMKnnzlAglNCYRuYH1Lhvfs2Uqp7PL8hSGO9Q4zXLBpywhR8/B4x/X5lZs3znmBmcvitxgIe+jZ7sRk3kL30LuaEBvdZYDKl6iS/+n7Pu0NSZF9l6jyEJfqBZur57hcvbPJMFncVJbg898/xZa2Bi6OFCgE1X2vXdUSVfcpssxoyea+rxzEyfrROXwfLgzn+fjTr/DEsQtXJGQ+18VvIbEUPfSuRsRGd5kgfFme6ezB8XzylmiauLujmTu2dgBw6HTfsnnBEqoSCYzPxPBeqXe22HzUyZKGZwfz9IwVaW9IsH1Fk+iN5rjctmlFVVIzbzsUnWrPPtQ19gFZlq4oIXolYZOFxJfv3RuxFwoBZe/WLR0L1kPvakRsdJcJal+ieqW677ttx6K/YKGxqxyPKktzKleei3fmeh6fOnCC753qXtQ2N/U881CvV1cUFEnGclw0RSajqxw924+1d7wXWu3xoa6xJEkoElGo6EoZB3MJmywkFrOH3tWK2OguM0xVqruYL1iYRHrmdI/Qq7Ud0rrCjatbAVG+qyoTY51TeV6z9c5cz+PdXz7AwdO9OJ6/qG1u6nnmZdfDdj0SyjhFTFOEXu+qxlRVUrP2+FDXWAKymWSVt38t6i/MtYfe9YDY6MaoizCJdGE4z1DQjcEquBzrHmawYNPeIFSyQsiSxBeePcX+Uz2MlOwpvd+ZLB6W4/JX332ZA6d78JEmNJRcDD5qrWfenNBJawpW0HZHliRcz6d3rISuyBPi0pXHl8ouSVWhKamxKZup+txyjGnHWDjERjfGBIRJJEki2hKD0CwYyFtim5232dA6Tv86N5Sje7RENp24ogKO0MPef6qHp093M1ZyqsqDa9vczMU7nGl8uF7I500PP8WlkcKEz9ZUGtc9/p+eP8u/n+yq0oJYiIRorMewvBEb3WlwrTzA9WKzk82nkjdc9rxq1oQvkkBhq5+EqkTxSk2pprXNJV4Zethl1wNfFIrYjgc4V6zLMFfpzEqJxmxax3aFQpnj+UFrniRtaX3SRSA8/qF9O9EUecEYB9PN71p5lq92xEZ3EixVAme+MVVs9s4aofBKw1zLGw6hKRItKZ3hgh0ZWBHrdKOW45WYTbyymqYlR0bcdj3KjoevifLbueoyXKleQTadoC2TJKWrVWXFiiyRVqdfBBaacTDZ/LygWGM+dZpjzB2x0a2DpUzgzDcmi82+0jNCLlDZevD2HRM8JN/38Twm8IazmSTrW9LcsKoFCYmhokVTSmd9S4Y1zakJ159NvLKWptWU1HACor3teriejy7PTZdhPvQKapNjoTbubEMEC5EQnWp+X3y2k47GJJoik9QUcnaZf335PI7rz7kxZ4y5Iza6dfDpAyYHT/fiwZIkcOYLU8VmBwsWG1ozHOjsxXF9njp5ucpDclyPxoTGro7mCbzhO7cJD9kJKFTZdILPHX1VGKOKd362xiibTtCa0jnWPcxAwcZxvUDgHFqSGq/f0M5btq/mg/sMHM+nN1eYsbdYj3cbNsksWs6MvfHlWJQAk/OKXc/n8kiB9qAf3rmhHIMFG9t1Od4zguN6fPjuXbHHu4iIjW4NLMfl2692YQfSiiKqOD8JnMXGVLFZJzA4A/kS3z3VNaFgwfGEp/sPv3pbJNFXGwtWZKL7EEo5fvdUF8WyS3YOxkiVJU71j9LZPyYYCwGfNSFLvGFDO//8nrvmzBGu5M36vs/ZwbyIy7o+SU3h8efP8cF9RtU56sVAl2tRwmQVf2XXg+A+hsUZRcel7Hp4ns/H9h/j2Qv98yYwFGN6XPdGVyhIFQGfjoYkn3zmOD8830/OcpCCh3U+hbUXE/U0HUKEkoOqKiqjUpo6wRjJssSnD57gj958A4osT0pyD+PGR871CY84oXLrpnYe2LOV3lxpxobpUwdO0DVaQtcUyo6HhzAajQmdVODBzTUuG4YGnjx2kbNDOQbzFrIsI0nQnNKqmlXOJOG23IoSakMfoRcv+aKbBYjdTtFxg8TkeFn5gdO9fOrACT581+4lG//1hOvW6Lqex98eMvnSDzoDCpCErkikNQVZltCDBE5l5nw+hLUXE1NpOggFLHjT9lWiZLPscHYwT1+uFPUTU4LkS3Py5JQGrdIQphMqng+f+/6rfPmHp2mwhlkrAAAgAElEQVTLJGbkjVqOy/de7cb1fNKaiq/5UaNKkBgq2nSNFuYcl3U9D8/36ckVOTeYw0ciqSqsb0mzsbUBSYL9nT387O61/OvLF/j3k13LTiB8Ojx4+w483+cL3z/FpdECMhJrW9JsyTYwWLCwPZdyYHB930dXhe6v6/t879VufmevcdU821czrtv9xCOHT/KZIye5OCwMro8guV8aLeIDKU1GV+SIsiThs28ehLUXG6Ge7K6OZrKZREDi19nd0czbd63loX072belg7IjaFBh3FcYZj2iOE2m21svgXNuKEd/TnTB0BS5bkufWgwWhNKYGgSFJSSh3oWgpwlPV5qzjuwjh0/yzROXac8kaUjoNCU1dFUmiB5xdjDHwdM9/PpjB/nE08c5P5SvavOzFPrFc8HB0710jxWFNKgsYbseOduhJZ1Al2W8QKc5oSrR7kGVJQq2s2Q6vNcbrktP13Jc9nf2MFwoVxgZ8CUJx/XxPY/2TJKhoi26OEg+D+7dwR+/5cYJ9KrlEtObDDPRdHjw9h2MlGxeuDyI5xO1tAk1YgfyJY73DLNrZcuUnX+hWmMgjBsrsjKtN5pNJ2hvSJLNlSJvO4QqSbx522pWN6XmpFRWj4oWRloG8za+n6MvV0KRJRKKQslxsXLCuG5uG6+6W+7lup86cIIDp3vxkVCDBHDvmEgA7+5o4aG9O/nEgeMANYtrkrZMclHDZtezNsN1aXQHCxZ9uVJVckmUdYLn+TgerGlOszHbQNn1aE7o/NGbX4siy3Mm2C81ptJ0UGSZj9z9Gl64NMRISfBv5SAMcWYgz2ipzEefeI629ESucm0CJ9QYkCUpihsD0da+a7RYVT5cOb59WzoiWl5YfKAErXvCJNdclMoqFwZFlsimE5FhL3se/Xnh4bWkdHyIDNZgwWJdcxo36IM2l3Ld6Rbn+Vq8K8MzcsW9kSTRBmmwaHHvG7bwo8uDHDjdi+uPF3asb0kvmkxo3EPtOjW62XSCjoYkp/rHouRS2LHW9t2IlB96RndvH++ntVwbAl4pEqrCXVtX8o3jl6KF6Oxgnt6xIiubUqQ0te5caxM4miJ6YzmuRzaTRJYkzg4KmpLrenz0357j7m0r6y5SlXSsgXyJtK7ypu2reGjfzuizM6Fs1Rqy2oUh1D4YLFh4vtB7VRSZ4aJNf07EPgU/WOKFy0N4QeXZHVs6UGviyZOhspy5N1ekoyFVNe/5XrwrwzNeTUlyGJ5Z0ZDksfv2iaKfV7sp2A5tmeSiUt7iHmrXqdENDcwrPcP058bjmClVIaMrrG5MC56qXv1CL+eGgPOBWqM3WiqzsikVhRlg8s6/4XFDRYtVjUlKZZdN2UxEUwJY0ZDEct1JF6nKUEjXqIi1r25KVRmhqShbUxmyyoVBkiQ2tzWwrjnN7ZtW8L9+fJ7LI8UogZiUVYbLFm5grHRFIZvRGbMcHjk8dVIxxN8eMvnM4ZMMFW0c1+dU/xjHe4bxfJ+H9u2a98V7JuGZ8D59+K7d/M5eY9HDYzPpoXY9hBquS6ML45neiL0QUGves2crv/nGbYyUyhMeyNl0w70aUWnQjvcM89EnniOlTXxE6nX+rTSEzUmNLzzbyf7OnihWmk0nIg9zqkXK9Tw+d/TVaT3AepStqQxZXQ/ZEP3Ovn7sQtV5wgRaRtd43ZrWqCVPePx0i6vluHzx2U7681ZkyD0f+vMWX3y2k/vfsHVOi/dUoYiZhGdqP7/Yz2rcQ03gujW6iizz0L5dvO+2HRFPd3VTOnqY07o24Zjl1nJmoZJ5CVVh18oW2tLJWc218kX+wB07+dnda7n/sUOkNRXX9/F8UKSp47ufPmBGvcdm4wHOZBcy7kWPf9/h/bNdL2oBLwehJl2VkWWpqqhkJotr12iByyOFKm8TRHz18kiBEz3Ds1q8ZxqKmEl4ZikR91ATuG6NboiEqtRN7Ez22YVuCFhZrFG5CFRiMZJ59ebq+T5W2eUnK7aqU6GjIUnOcjjVP4bj+hEdDETCsjK+CyL7/omnj1MKOjJk0zobWxsmeID1FpvJdiGVBn59S3qCF33rxnZa0zpJTWFDq2BbyJLES5eHojh/JWa2uEoRFQ2E5xx2d5YkaEnNbvGeaShiuVbLhYh7qAlc90Z3tlio2vt6xRprmlK8Z89W3r+3ujx1sZJ5lX3bXu4eJm8JhbLDZ3tRFWlaI/+FZzuxXDfKqOdsB6vsoqsyG1sbquK7AE+8cpFS2UWWx8XBATZlGxgqCsbJ1398oe5iU7sLqdQZCBN4sgRjVhk1EH4plB3+/WQXDboqOjDLUmSkWlP6nJuBrm5KsbY5zYWhPCVHsDk8z0eSxEK0riU948V7LnmE5VYtV4m4h1psdGeNhfImwmKNysTepZECnzl8ElmSImO6mMm8cK5l16O/YJFUBeWq6EyeDAsRjnNzthE5ED+3HeFFypLE+pYwHiyxv7MHPEiqSlX2PaQ7bWj1aU0l+NqL5ycI81SOo9KQ1Sbwio7D8xcGyWYSVdxbRZbAh7ftWMORs+ONP3/79h2UPY+nT/XMWksioSq8+5bN/PV3foztuPjBnDVFpjEh4t0zXbyvtTxC3EMtNrpzxnx6E/WKNUAYnaGizf5XeyJjutgvoeW4HD3bT0avflSmM/KV49yUbWBlQ5LnLw1FHNi87dCQ0FBkif5cCc/3aU7pVRxaEHQnq+zylu2rOXK2b8rFJjRY9RJ4tuvh+H6krlZ5nuGSza/cvJEH9+6oSgQ+e26gSktiJuGbMPRz+HQfxcBrlyWJpqRGW0YUnNTGmKdavLPpBM1JPeJPV477am7zcz33UFv66HqMqmKNWjieT1++GJVoZnSVlKZUideEWIiXMDSe9TBV6W243Q+R0BSSqkyx7JKzyhzvHuGFS4OcGcjRlknQ0SC0eDdlM6xoSIpCFd8nqSq8Y/d6fvl1G6cdR+iZf+yen2DHiiZuWptlc1sDklTBHw6q5EK4nrhGRlejhfQLz3byjeOXKJQd0gkVH/j3k11TljGHCEM/o1aZpKrSmNBIaUpg/BvwGY8xw/jiXc/gFuwyf7P/GKcHxnjh0lB0v3zfX5A2PzEWB7HRXQYIizXqUWlUWWJFJkVzUuPhgyd43+NHOdk3xgsXx19AmHm8USTqCjPWEKg1npWYysiHibhwcQhjo6WyoAwpihyUqRZRJIm7t63E9fyIQ3vT2iw3rG7h9+7axYfu2sWKhiTNSZ1S2Z2w4FSOI5xXbRcLWZLIpnWUwACLarscL1wc5GT/GO97/CgPHzxBwS5PGb6Z6r5Vhn40RUZVBCdYkWWGCpa43qUhTvSM8NF/e46HD57ArbPQup7HwwdPsO9T3+KTTx+nZ6yIrgiR0Z6xIpdHirx919oryiPM5jmY7TMTY2rE4YVlgMmKNXzfpzWd4O7tKyPvS5EltrU3cm4ox0BOEPhvXJ2dNt54Jf3B5srYeGDPVkZKNs9fGmKkaCPLEu0NSfDB8X00WWZFUyr6LFTHOEPDEnJ3zwyOcX6ogKaMhw08H/ZtFZViDx88Ec1vIG9huS6bs42EEZt1zRl2dTQjIfFS1yAjxTJtgcZEGB8eKdlzDt9MVW48ajnYATNiuiKRRw6f5MljF+keK4rqNV88CysakqxpTtGU1HnvrdvnxFSZzXNwtZa8zwcWMuYcG91lgqmKNR7Ys5Xf+J9HIqMnSSKjv6E1gyJJ/P27bp32wajHeHjy2EVGSjYfufs1UxrP2TI2al/W5qTOLeuyuJ5HJqHh+X7UX0yWJIaLNiOl8qQxzocPnuDJVy6STSewHI+hgh14fzK/8cZtUbuhyvmtaU5xZiBH12iBtnQiKoZ48PYd5G2H+x49iOv7VewERZZ4/tIQzUkdy53o1U0Xvpmq3NhxPVRdpS0zdZFI6C27vh9pGkMQ3y/YbMxmGC3as4rdV1Lsog4fM2C+XKsl71NhMbQhYqO7TDBVsUbXaKGu9yVLEqWyS952pjS6tYyHSrHyFy4P8sKlIe7aWl8PIRzbbBgbtS+r5bq8cHmI4WKZTEJDlqSq4yuNWW2CsmCX+cKzp+geK0WGujWts7opRXNKeHyO50fzqzToW9obScgKH3vnLaxuSkXXzNsOxbJb15sdLdrctW0lh870zdqzr90VhKGSjoYE54fy7OhonhC2qPSeLcfleM8w/fkSCU2ZoKMQdmCeaey+3uJ3ZnBsgrGeyvhfqyXvk2ExtCFio7vMUK9Y40or4WoZD5Vi5Z4PIyV7xt0XpvOuJntZNUXGxydXKpPS1ejvoTEDghbn1Qb9k88c5/xQASVgAbieH4xd1B+EibzBotDvDalpuirTlkmwqjFFQpWrzimSkSquX93CCMT9/PCdu2hO6nPiYtfbFfzkttUcPttLsU5MtDWViOL1B073MlAo8Wr/GE1JjWxap68i3KTJYmcw0wRa7eI3UrI5P1TAdr0Jz1ht6ORao6rNBIulDREb3asAc4mrVm4pK422GzSTDDtIyJKEIsnz5sHUe1lDz7o/b5GzHCzHI6MrvHZVK3fs6MDzfe5/7NCEuKHj+Tx/YahK/xbG+btGR3O04AzkS5wdzAW93XzkssSYVUYLYqvifo17fif7RhgtlSMalySN38+0rs2Ziz3ZrsDH54lXLkZcZzEecb3KeH1KU2lOafSMFlnRkGRFQ5LBgkXZ9VnbmuIdu9fNyPiHix9AqexG7A1NGec+A+O7h5rFe7mVvC8GFksbIja6V4jFInlPFld9YM/WKg9xsuTH3s0r+OaJy0Lv1vWxguaEqiLzUtcQ2bTOqsbUFXsw9V7W0LNWZZkdHU0AWGWX2zd3IEvSpHHDX7xxAyOWPYG7C2C7LjevbY3KgvtywsOVJClYUETHj77cOM2s0vPb1t4oFoKcEIa5cVXrBG92Nlzs2tLk8NiQiXDkXB+XR4oUbIeUqrBjRSNv3bF6QrweiFTdRopldrQ3snNFMzevb+XDd+6qqwlSD325Ei92DTJaKkcl2OK70ekZLXK6P8eoVRbPgCxxx+Zq2crFKHlfblgsbYjY6M4Riy3GPJmS12/845Eq4+r5Pt88MbFq66d3ruGtO1bzbbMrMriaKppuhiW3opXPlXkwlQ0gXV+oXIUhgGxGj7bzKV3l4Nle8Jg0bnjf67cERky0mRnIW3iBoPialgwfvnMXIMISZdcjoSqiyy2CC6kHP4eL0lMnLkfXCOOtG1ozqDNMRoaoNLDTdSeuNPSbsw2cHhhjqGBxcgDS5zQKZYeBQolURfFJmCgtlV3++p6fqNuxYzp87cXzjJbKUdsezxeGuD2TIKmpDBct3ECAqDGhMVK0J8hWLtd28wuFxdKGiI3uHLFUYsyhB/XwwRN12Qh9+RJrmid6Z589+irb25soOg4Sgv8bdjkOyfb1Ci5mi7ABZF++xKWRAp7vUyq7rGlKs74lU/XZykq0WgwVhSj33s0r+MzhkwwXbaFSJss0JzXes2drhdcnArxpXXQ09sVvAo/X43/88DTPXRjk0Nk+Eqoc0c0Eh3ZmychwbrUG1vf9CXoOoaf+3lu3c6CzF1mCMwM5Lo7kKdqiSs1yPEazdnAum7X6xFcxm0rMyeBajsuRs320ZRJRM1KC+zGQt1jVnGJ1Y4ozgzlGi2WGCjZjVpneXImf3rmWdS0igbtQJe/LudXVYmhDxEZ3DlhMMeZ6D+hkySrX97k0UmBVUypotyNEXy4MFSiUy/TlLFpSGpoiY7kuRbuMB5EgTfdYkb/ZfyxquT4XhA0g1zSnWdmY4nT/GOdKOS6NFhiznUg5TJKIOLvT0rMk0dlDkoTnLNfMOxSYuTgs5BTDv/q+T0JVovLhZFDJ15cTmgyhBkNrKkFGV+sm8mrnVrnQ5ezypHoOBzp7+dnd6xgsWnSNFunNFbHKXhT6KDouZwZzbF/RNGWCcSZGqfYZCePqYZgilKzUZJl0QqUpoXNhuMBQwQ70fiFnOQzkR/iZv/82P7Gurcpbn6+S96uB97sY2hCx0Z0DFiPgPtUDWi9Z5fl+UJ0mRVvtc0M5esZKWI6LIokqrMG8heN7ZHSNou2QUCQUTRZe3wxbrk+G2sXgwnCeoaKNpijYrmiBE4rQrG/JcPfWlQAT4oZlx+PGjS1Yjsuh031saWvEy1Zzew+d7uN9t+2I4qf3v2ErnzlykuFCOTIwTWmNlKpG31NlG/pQg8H3wVd93vf40SkNQb2FrjyFnsNQ0QJ8mpM6x7qHAQnRAEhAkSSGCzan+8cYKNgTEox3Giun3cZP9ow8sGdrFFcXfO7xe5dSVDx8TvWPRh5wwXajwo287TBmlReEj3s18X4XUhsiNrpzwGIE3Kd6QN9763ZaUkIERZVlLgznGSzYwgi4HheHC2zKNjCYF10EXM8nqSnjSSbHw/VcLNcloekRkyHbkIhark+lXTsZKheDyq7AaV3Bt0XowkckiH5zz5oqo3Kgs5fBQomBgo0kwXdf7ebpU72cG86zvb1xAre3lrb0/r0GsiQUy/pzJdobkty8tpX9p3qiYyo9P8txUSWJpK5MGh6oNAT1FrqQESCSk6LrcYjWVILVTWluXtfK0509yLLQ0w27umuKTL7s4OZ8dEWZkGCciRGa6hmpTIKF9871fO7evpKRkghrKLL43kMtCk0d16ZIasq88nEn251JEjxlXua+12+5btTGYqM7Byx0wH0qYvozp3pwXJ/O/jEuDOcpBxSptK4gAaubkjiez/mhPCXHRVdkUkEXhhC6KtOS1MhZYluvSFJVy/Va7dqBQom0pvHmbauirrzhOCdrAFnZFRgkGhMaN65uxfV9fM/nV27eGJ0njBv+zf5jHOjs5dJogRO9o9iOiLXmSjY3r2uLynmhfkjgA3fs5L7Xb4m2hQlV4aXLwxGTYryST4QpPveu23joaz9Ardmx1KPP1WNlhHoO/TmratdTGRr48J27+JeXztM9KtgbZdcLvhOZ0ZKDpEkTEoxHzvbx4N4d07YEmqp44fO/ehtQPwlmOW40Jsv18INnIq2pyBLRXOaTj1u7aFXqHZfKLvc9epC3GWuqdhih5kPYK2+5xX/nitjozhELGXCfipj+cvcQg0WLNc0pbNelsz+H5wuB7IyuMlQs43g+uiKxuinJ+pYGLgznozgmgK4obG5rJKNrNKd10ppa1dWhNZXgqy+e4ymzi4sj4170Dy/0c/hsL1++dy+fPXpqygaQoRfoeiLskc0k0VQZDUiral2WxEuXhrk0WohCAIoso8oy/XmLs4O5KG7quP6EkMDezSsAOHSmry5Vrpb2dPuWFeRtd8YFAJNRqCr1HOpl+NO6xgN7tvHkKxdxPZ+u0SJDBZuS46CpMisbk1WNP+tde7bPyFDRmrKsOq3L0Zgc1+OVnhG8QN8hm0lG85tPPm7tohXqHUuSRCLwsCv72f3tIZMvPtvJ5aA6c21zmvvfMFHQ/2pEbHTniIUMuE9GTHc9n7ztkghCBWua0/SMlQAJ23FwXA85qFqyXR/b8Tg/nGNzUH0UkuzXtCRpSen050u80j2MripRgsvzfW7btIIjZ/u4OJKPXgw5qF47cLqXd3/lIMWyO20DyKakxnDBpr0hweqmZBB3pm6CaLBgMVAsRSGJsMVNUhWVbIN5YTg6GpOk1IkdID5z+CRIIvRTS5V7+661InwRGDPfh++92s3zF4ci41ZTmFbX4EzW3DIs5JgsDFN5nATsXNnMa1c183LXMFadEFW9a9d6fTMtXqhMglXuTCrH1JwqBt9TMtKFmG8+buWiJUlUfc+Vhv5AZy+O6/PZoyejxp4gcXG4wGeOVAv6X624bo3ufBnLhQi4T+ZVlRyXtK5GW1HRPFHB8Tws16viB6uyxNb2RnrGSiQ1lTVNqYhkn9QUvnOymzXNaWxXGIvuUcHTfWDPNt55w3qePH4hejEq4XgeR8/2cdO6bNXv6zWA7B4t8JGvP8cPLgzQNToUcZl/69Zt0XGhIVBlkcizXAfb8ata3ICE47qUXRfP8zk9mGNNcyo6h+v5DBVtJCS87LiIjSKLhNuX7t1bFb7Q1GD76rqUyi5nBseq4vCTGZx6FCqA3lyJbDoxqWdae1xGV8nbDo8/fy7qhDHZtcM2TvW8vsm8+NqxT5WUfe+t2+nLlfjqi+c4erZ/Uj7ufNC8wvM9ZV6m5LiCvpdJsqFV6E5oisxAvsS/n7wsvs8aQf/hQpn9nT1Xve7DdWd0F7uoYa6o51W9edsqjpwTHQlgPKbYHQhih+9e6D2oikx7JsHH7vmJKOYKcP+jh6IXNSwQKLsezQkhIAOQ1rSKmOw4hMiOFzEkKlG5LU6oCk++comi43LD6pYoe56zHT579FSkDPZMZw8vdQ1RsF1KjsNIsYwPqLJgVLieh+/7WK5MNpMgZ5e5MJzHdr0o3CASiD5I/oRxhWPKphO8dGk4MrghNrc1cHmkSEJVGC3aMyoASKgKHQ3JWdOfVFniX146Hx3TmtJp0FU836c/b9HekOTurdWshUcOn+Qzh+t7fb99247Ii5+qeGE61sC6lgwfvms31t6JhnU+aV7h4nPf67dw36MHKbs+F0fyvHh5OHo+2tI6TUmtSmEtRNnz6M+Vrnrdh+VjZRYJS1XUMBkm8yAmI6ZrFUURIDLyYWGDj6gwymbGt4lhFj08dz3FMkWWUGSFUWtcMvDN21bxwwv9VZoHvu/TlkmQs5wJiaPQaAv5RdHReP+rPdE4KzP74RbyqZOXOT+Uj/iifnAx3xcvuyLLIEmosoQUZP5D734gb7GyIUlCU8YFw2u694ZdIVRZitS70onqR16SpAkL01zEZGZCf5p4jPCyNVmmKakJakcFLMdl/6s9k3p9z5zu5Sv33jFl8cJs1MLq8XEXgubVlNR5m7GGvzts0h+Uafs+lINKybztTFBYAyH4096QvOp1H64ro7uYRQ3TYaYeRO2LUM8Dfv9eA8tx+d/HL9UVVKl8EWcaC/zgPoPDZ3s5cFpou6qyRDaTZH1LmsaERs528BmXiCy7Putb0vz6owcB6MmVMHtHac+MV3+FGMiX+O6pruj/PR9kfJBkFEkiqck4rmBk5G3RPVhTFPJ2mYyuge8zVLB48fIQelBh1pLUkAJ6VCRdmbfw8Hn9x79BSlcoWA7NKX3CeGoXJph6Oz0X2cN6x5wbytGfs1BkEZ+vFTYfLFj05osz8vqmElbvz5eQg24WtVziqbzGhZR3fGDPVv7h6KuUym5UHJMInl0JaE5pVeEt3/dpyejcvXXlVR1agOvM6C6WitB0sBxXxBdP96JNww+txWQesOuJbfV0W82ZCpkossxj9+3jUwdO8L1Xu8lZZRoSGm/avor3793B3x46yee/f4ru0QIJVWVVU4JysGvoaEyxMSuKBWqrv1xPxFzHSjZdYyWGijZ+oA+gBnqNKU3FV312djTTOTBGznbIWWVe6R6h7Pqid5qmoAc9zwbyJW5Z38abtq/i2bMDUVcISQLfA9v1sAoi8dc7VpwwntoY6nSL4VxkD2uPqeQxh9xYRVaqDFpGV2lM6LP2+sIFozmp8fjz53i1f4xS2Y1Eb8JFZzp2wkLKO46UyhSDuG5CU6Ky7b6cRWtK497Xb+F/vXSByyMFkGBdi4hjXwu6D9eV0V0sFaHJEL7Q+0/1cPB0D4oiV5XFzsaDqPWAZ1MnP1MhEyGsvhMJie+e6qZQLnPkXB9HzvZF+gqqotCa1ljfkubFS8PIshxVaIUVYIMFi/UtaS4MFxjMWzSmNPrGStiuhxToJvg+2J4XeDaiYKAppSEBJdshqYkEouU4eEGY46a1Wc4M5Bgp2fzw/ABJVeWNG9ooOA6O6/PS5SFheBGhF9+HFY1JRktlipZDWyY5Yd4z2U7PRfaw9phKHrMqV4dFBgsl/mb/MV66PEznwCh5y8HDF14+k3t9tQtG2LKoOalhOW4kegOwoTUzLTthIeUdM7pKwXYn7DolSaJQ9vjdfbv46JtuiHm6VzsWS0VoMoQvdNn1hOcSqHsBkaj0lXoQM6mTn42BfuTwySjDntJUjveM0DNapC2TEGEBCfpylojrBkYk9NxC/mlfrsSpvlHytktbQ4J1zRl6RovYjlslxgKgKxJt6QRpXcV2PGRZoq0hCb6P7QrzmVAV8OH8UD7SBvYQYuz/x7zM5ZEiG1rTlD2PUhAn9HyQ8GlOaezoaORj99wyQUxmptvpucge1h4TdSd2vSrKFMBAwY52QdvaG1EkkTwrlMukNZV1LWnefctm3nnDeizHja5XuWBoikz3WBHX8+loSNLRmBQaDL7PaKnMW3esntZrXEh5x3zAbbcKVlWox/d9Mgk1EiDalF1YR2gpcF0ZXVgcFaF6qH6h5WjLGApyb2gV2+4r9SBmQ+2ZzkDXGqFwSyzLMiOlMqo8PofKn0PPLawA29beRNl18RHsh6Lt4AT75fC/Pj4SILse29qbePTX9tI5kOMPvv4c6YSQnyw5Lse7h/EAy/WquiqE19QQoSJFEklS2xG7GpH3lxjMC8pWPfWu2Wyn5yJ7WHvMqsYkpbIbJT1B6E5IFVVhkiSxpb2R9S0ZHNfjv7/zJ/jeqV6Onuvnm8cvV+ktVH5XIaNDliUGCzY3rWuNWCq+D++6edOM2AcLJe+YTSe4cU0Lx3tGqgR5sg0JdlWI01+LuO6M7mKoCNXDVJ1iw95XqizP2YOYaWJurloKUL0ldjyfbFqPmAdl16c5qTJStGlvSlcl827dmGX/qZ7oPF2jxaiQww/O5wMJVaZB1yi7Hv/jh2d4763baW9IUig7KIEUpSRJjBQsfBGYiEpqs5nxlusZXWhGUMO80FUlUvmqh6m2000pHctxI89yLrKHk2kiVxq03eua+c6r3XhBV4/KfnaW4/Hrjx3G9Xw2tzVUhT9quxiHjA7PH++tFnrpk1UEzmTM8yXHmFAV7tyykpzlRIuBIsmUXRfwrmsAACAASURBVJfbN12bIukhrjujG2IhVYTqYapOseF4ajmas8F03X6nE9sOMVmbH6CqtFeVJTZnG9HkPBeGC1iOiyz5pHQVXZEo2Q7ZdDLqbvHS5WHGrDJW2WWwYKMHYjo+RHKMZdejNa2jqeOiO5Xb23NDOZxIaQwsx8N2XTIJtcpbfO2qVl6zpplXuodxfeHxaapMRldoyyRpS+t1Qzj1ttO+D2cGx0goCu97/OiE+zYX2cPKY0KD1pcr8bUXz3PwTC8n+0aDhVnHD+KwYblsf16EckIRdgi6GF8YoiWlUwr6sFUu7FpAj4S5hwbmS96xEuGz/kxnDy8PDJO3HNK6wuGzvaiKtKwkH+cT163RXWxM1il2XXOafVs7pm2DPhVm0u1XYmLpbGWCaLo2P6FaVdjupb0xJfQaJNAUidVNGbYEamBl12PflvE5hQUOz18cpOS4FG0HXRX8Wi8wvDKgKjJrmkSlWbidD1/M/Z09ouWPIrOxMcX6ljRnBnMM5i0kEALnQZ+zO42VvPfW7bx8eYSRko0iSbhBxwlFliJPr57XX7udHihY4MOa5lSQ5Jl/OcKEqvD1H1+IYuftGWEse0aL2K5HUhPi7M2pBAMFC7lCmjL8zketiV2MN2Uz+AHTo+x4y67zQ+hFl12P/oIV0R2Ljjvv93g5ITa6i4ipavdns6KHxiIsJ7Ucd8puv0MFi1e6RyYV237vrdv53NFX62btK7ULhooWuzqa2dXRDD4MlWxGimVWNqaquK+aIvPSpeHoOn97yORY9zDFwOA6no9bdmlvSNCEhuOJeK4iS+iB8WtK6FiOh+P5fOCOnfzs7rXc/9ghGhJaZFS2tTdxTsnRlyuRt8qsakxHRkWRZe7etnI8sRSMxfV89m5ZweeOvjqp1x96n12jRT769ecoug52hZbvfLchr100Q6+9L1eiWBal320NSda3ZBi1yrieX0Uzg8m7GP/OXoMH9mxlpFRelp0aLMfl6Nl+MjWdM67lVu+x0V1EXGl8LPRGK0tn07rKDauaGcgL5THPJ8rog+BzgjSl2HbXaDF66cPqstArrNQuqByz5bgc7xmOEl3jYxTHFy0n+vyXftBJf154MglVpmALwe5i2WVdczqiMWXTCWQJTvePkdQU3vf4kapE0eqmNIWyoIyFY9yUbcDoaOZj9/zEhAKHykVuIF8irau8dcdqgGlpYYmgku3HPSIsEl4vpPgtpOxh5S7oR5cG2L2yOeqhFtLwKmlmM+liPNOGlouN67HVe2x0FwhTJazmGh8L47aVpbNWwcLsG8Xzfc4M5FjTnI6y1qEweUKbWmwbfAYKJboDTm1l99jVjUm6RgsTSmQTqsKulS1RoqsypOG4Ykv7+PPnuOc1a7k0UhinhhEkxHCxyg7ZlE5ClfF9aEvrXB4pgkSk/FVpEPduXiG6QxTHjWBLSuO3b9tRl1qkyLJQAHP9iGd86EwfZwbHJtz/ep7VV188x2jRFhrAPlWdL3Z3tCyY7GEITZVZ15yp0vsNleASioLjejTqE0MGCxF/XShcj63eY6M7z1ioPlDhFhSqPdmQcva6ta30jBVp0DTkQLErFCaXJKYU217dlGawYEchibB7bO9YkZGizR8+8SOGi3bdJFIYpz4/NB7SkCRRxvnUycuMlCzGm9SMI6EqJBWJj/3cLbxurVAs6xot8NEnfiSYBxUIDeIbN7ZBoPsKwX+n6aUZ8owhoIwVLc4PFbBdL+JGh6j0rCzH5ciZPnwJRiqq5jRZpn+sxG17Vsy4bHg6TMWHfc+erciSVB0yuF2EDHpzQtZzdVNqSRJO86E8tpBc4OWK2OjOMxaqD1S4DQMm1OKXPQ/H82hLJ/j4L7yex350OiLXh5hKbNuJJBSrUXRcLNejUHYmncuDt++g7Hp84unjQh2sxti/fHmE1U1J4cECxbIbyTZmdJUjZ/u5ZX1bZMRHinbdreZg0eI7p3pY25JmfWsG1/OrQiBhv7RKWI7LM6d6oiIKx/VRZLBdl8G8CLVUqqhVelaDBYuXuofwPA9dUaICC9txSakyd2xZIVr+zJAVMh2m4sMqslwVMpiva84WoZCR63k8eewSR871zcv1r7dW77HRnUcspEBIuA0TDITqWvyQEtSgaaxuSvFHb76B5uTJGYtt9+ZEyxvb9SKiuho0qtRVpUousXYuiizzrps38b+PX0SWpCjZFGLUsvnFGzfwjz86y8XhAiXHRQl6dq1tTvPUycuoihCmnmyr6fvQPVakd6yIHyiJhbFVCOPSE0MgoeEc73or+MCe7zNSsqvmVetZhWWqkiST1uVAVN2n5HiM2S5/+MRzrGhIBS3YhSrWlSyy08X7K0MGD1cozS1Gg8dQ0/dLP+jk0khB3BdEKfHGbMMVX3+huMDLFbHRnUcsZFKgchtWWVgRxm1rOzJM9hArMhPGEBq7pKZEnWNdz+fly8NVHM/J5pJNJ2hLJyeNy/3+Xbtp0DU+vv8VtLKMrsq0Zca94UojXm+reWZwDM/zUWQZzxcGMoytbmzN0J+36oZAxg1n9SKY1lTKrkeDrpKznLqeVW2ZqiRJWGWX/7+9bw2O6zzPe75z2ytuCwIkQYo3gFfLulgyTYqixDiOk8rJuOM6zsSyRmZiO4oTTzWN2860fzL90+lk3Drj2pFGrWXXsTLOjN3GkVUndm1aFCGalqyLJZICCQokQYCLyy6AvZ7r1x/ffgdnz94Xu4sF/D0znpG5wME5Z895v/d73+d9HsNiqmeyJCGlm3htOoEt0UBRqWIti2yjU4Ll/iaAssGr2XLAU+MTePrlCVeG0Sz4ql1PZoDC1GErEouNVIteC0TQrYBmJtba3RRwyeRX4/iV4yBjsMGAw8N9eKjMYEW9D7E/2DFuLZdz1EqEzP3XUqsuF9bUqtmwN4j7t5q9IQ0BWcZILFREheO1bKsw0Za37JKs72N37So73w8AW3tD+NJH76+ooesfUzVsG5bjIKDKiGqK25i0HVo0xl3umlqJagt7Iqe7Qjnebf9nj41V9LSrVQ7QLRtnJuNYypoFUXla8ORjfOxFT5lms7INWo0NHXTbMcq7FmeJdjcFKtm+NLsdq+SZxUsSD+4bRkovXkBM28Fdu/tLjlWrLlcrG+ZB3H+NumXjc39/HoSQoik+y6GgjgNF0kqMHXnW9dj9+6rO9/spZl74x1TTuoWL8SVIYKwOr4aGd8y23DW1EtUW9kRWd+2IvFOJ/3R5hrE9lMZkRPkx59N5d/xbIigwYwAHgGGtXvtmZRu0Ghsy6LbTcmetzhKdaAp4M9hmFptanlklDZsypo5vziwVZUuWQ/Gxu3bhsfv3lV0IGl2Q+DXqlu0GGc5f5bP6miRDd6yyTcBkTkfGsErm+1WZ0dMeqkMM2/tdGpaDkKKgN6i6wZ+P2iYylS3YW41K95EL2XA7Iq+QezJnYCCsFWnp1lsOiIUDGI4GcXUh5Y4fq5JUGPsmBYF5aVOzDVoN+S//8i/LfjA7O9sP4Mnh4WEoXeQdBgCf/NZZnLl6Gw7Yg29TincXU3jtVhK/f8+epo+7kjfwH194HX61XUIIZldy+OMPjNV8qCRCcHTXFvzenTvx24dG8Mn79uL4nuGSLbofumVjPs3MIZUmO9D1HuNvzr2DFy7dYo4QsgTTcTAxv4LlvInje4bRE1ChFFyF+bXMrmSxkNbRH9bY1rrwO8mcgVduLuKvX7yMv/vlu/jxxG1kDQtHd20pueb7dsawnDcxu5xDWjfRG9DwoYLEYKX7o0gS4qkcJuZX3J+RCuWF3zq4HYksy2D96A1o+OR9e3F01xYs503cXs4jb9roq+Nvcniv/3cOjaAnoLIxXE+w6wko2D/Ui4As131Na0W5+3h09yDiqZwb/HkpxgGQN21oioysYcG0HdfcNGNY+O3CdVWCIkmYS+fx1u0ksgZb+BSJwAHjcg9FQ7ijL9L2a/ZDt2xMLqRwbSGFnqDaVcHetm3Mzc0BwF+PjIws+T/vrmhaB9ppudNKZ4l666mt4PU2coxmGRblTB1lieCbv5jEUCRY19a1Updat2zcXEoDoGW3/NV2D6o8UTF7BphT72eO7a+7M16u2cS/yy+cPARVlhq2YG81KrkSvzmzhKxpsTozr2NT6t6brGljciGNeCoPTZGxrSeIvmDtSbUnHjgAh1KXvUAA7N/Si0/dtxe/f88eDEWDHQt6tuPgv790Gf/1zEXMZ/JwHMY0+c392/C3n3qwq8xlK6H7z9CHdlrurIezRCt4vY0coxVWMxwOpbi1zOhm3le3VgDnQcx2HHzl7CX3ZQYIRnpD+PTRUXz+xEF3wahmfX766CiA4oB8Yt8QHErx+HPn6l7IvAvXYjaPsKrig2Pb8Ocnq59HNVZIu+Ff2HnZwaulCzD5y2TWgFMYKskVSgN508azFyZrPmfMQeQwPnf8AGYLNvDV6uHtxFPjE/gvP3nLtTpiU4s2fnh5Zt3MZRvFhgu67QyMnXaWaAWvt9FjtMJqhsO0HYCi7AJYTyfbS0Xi7IJby1k8PT4BiZCSYBBQKluff/0Pj7uiLpXEe4DqTr0/uHgL08sZVrKwHbxycwHjU3N49g8fKBKM6VZqEx9U+fE7s5AIIBc856gsIwPGraVgrrtyQMXewWhNmpkXAUUumeLrJHTLxv+7cttlUnhhORQvT8131Fy2WWw4sUoeGB1fHc9xHBzbvWXNN/xbj57AqbFtzPTQdqDJEk6NbWuLs8TsShazqSxsv+sgVoNWLSSyOhZz+YIHVvFxyh2DN2L8f7Meqxn/70iEudj6Az5Qu3vvpyJxEEKQzBk4cyVeMg4MrGb1aYMZT6YNEy9cuoVnL0y6gbDaIlTumHzhml7OYC6Vd80zbYfiny7P4MGv/BCPP3cOjz93Dl996TLsMjXk9QbP1M9fX4Du2BiKhtAbLORUBK46WkiV0R8KgIANinA/Nn593XyNiayO2yvZkuccYEyKTGGn2+3YcJku0F7LnU44S/AX5GeTcbdB5O0sA/VRjmzHwXdem8LEXAp5yy6a1CKk8jFaYTXD65kOpa7e7up51e5k+6lIXlgOxXwmV5Ip65aNFyfjuLm0mo3ya35xMu5u+5spnyzm8kWW3wAbWc5bNmZX8hjpC7ds8qsdz5a3xBRSFeyOybgyn0JKNxFQFEgEUGUZIVUucivx+rF1YrptLYiFA9jeG4YsJUvckSWw2m67zWVbgQ0ZdDsRGNvpLOF9QYaiQcyl8kVW5fXSb54an8CPJmbRG1Shp+2iSa07+iu7vbbCaob/jl0ImrUCuL9B5acieaFIBEORUMmCkcjqeHN2CclCk4hno3OpfFEjq5nySVhVixYAWpCPlAmB7eHhrmXyql1Ux3IlJkIIxoZ6kDUs7B/uxe2VHBYzPslPiiI/No5u1bINKDI+uH8bXr4+V7JAKhLB8T1DXV9aADZo0OXotOVOK+B/QTixP5ExsJDOY/dABB8+MFKT1+tVHdvWEwSlFMmcAYsCyzkTf3y09jHWajUD1A7g1ZgVD49uxcX4UlFNl1KKgXAAp/aX8mjZWK9VUs8jhCCjsyDWzIBKQJHxwbFteOXmgptBOZQ1CgOKDE2WiwJTs5NXa+WAV0Kl7F4iBNECO2HfYNR1nDBtih0DITy4dxg/9vixeXWKu3W6jDFFHMZeSOfhUNbL+dD+9pQA24ENHXTbgVbI1VVDqWA1C7yUpjGXzmM5Z+Dl6/M1PaLm03m8MZvASt509W/7Qxqzu6HAJ+7dXTflzHvN/By911/PPakUwKsxK/xUJFBgR18Ynz46WnbBYHoIMvRssZ4CpRQRTXZtuxspn/Br++zxMYxPzeHstTnGX5aAoCojqMglo9DNTF61k+pYLbt/77Z+HN8zhPNTCxjpDeHQUB/u3tmPiKpgfGqB+bHxSyOAaTP1tnrpZJ2GLEn41w8dwRMPHMRUIo3lnIFDW/s2RIbLIYJuAa3gy9YTnMq9INeTzHJGkQh6Q1pddbXvvnEDK3kTTkHn1aHAYob5Z71na30C2/5r5hNnsbCGwUgQJ/YOAQDOvVsq4VcPL7UeZkUjVKRYOIC7tg/gYnzZHQVm+hBBHPHYdtdTPin3fT+4b7jAXokja1hI5Azoto07+iPQLdt1q/3Nse0NL8jtpDpWy+4fGt2KP3vwEPQTq8+ml92xJRLA9UQahs10JcKqAst26qaTrRcCioyDw33rfRpNQQTdAtbCl20kYPtfEIcywRQAnpn+6nU13bLx8tQ8BiMBzKXyRYLmixkdx/ZsqSsoeK+ZSSeyerBhOwhpCp4enwAIo+nxe/KDi9N4cTLOBGdqXOvsSg630zlEA0pJs8y7fa2XihRQZDw0uhVpo3isFwAeGtvqDlp4A22l7XG57/uHl2fwyOEd+PtPP4xEVkdUk/GZ75wv6MYyIfOegIyBkAZFJg15j7WbA14tu/fvZLwL4R39YdxMZiARAsOyEdUUxCJB7IlFurKuuxkggi7Wzpcta39+cdX+vNqEVTzNRKGHosEiG3Gg9rCCtx7MxVx6Qyo+fvdu97oqZXrea+aBnwfvRFbHzr4wkjkDBARObFVB6+ZSFomMjnvviFVcnPgidOZqHO/MrdqJc1YF0LwgjD+49GgqTo4yJa2vvnS5ZVN523vD+OpLl5E2LPQGVeQM2/35S3MruDi3jK///CoGI4G6dkXt5oCXy+7LiZ3fNdJfVN6yHFa3DqpMWW50Sw96g2qButeddd2NDhF0sTYd3FL7c1YuSGQNvD6dwGvTSZwa21r0QpY4zn7/Veh2KX+UO+Lqll1xwGFPLOpq4HIh81hYqxmAvNds2k5R595yKLKmBcumAKFu556Pl1qUVhU29y5C3E6cZ9F7YvWzM8qhUumgEWHver7vWDiAs5NzIARYyppFPmXTSxmmbyFL2NYbqntX1E6qI0ctsfOzk+yZGOljP6PKTCktbViwbAeX48vQFBmxsIbDnpKNQOsggi7WpoPrf4GvJ9Pult8BsJw3Kr6QfFvttQoHWGPo3cV0iSNuOW8yWWLUKR4UT44O49kLkzUDkPeaVXlVKQpg9JuwqkCRCQhWXWf5eCn/eQ6HUsTTOcyu5LC9N1TWTpzzcg8O9+FUGe1foLEmpje4tGMqj3+vhKCYSgZa4ETLRTbo9eyKOkF15Kh0T9SCCajX8RkA8oaFoKpAlthzEF/J4fBwnygttAEbbiKtHWhmSouDv8AASrbp3Ca72jQUwLbMjxzegbCiQDdtzCznQAvH1hTJDZpPjU9U/J2wouCRwztw+uhoXRNZ3mtmwxkaKKXMiSIcgKpIGAhp6A+rbsBRZalI2JxSYCqRxuu3krgcX8a//f6r+NKZt10vN2DVTvyeHTEcHOrFX/3e+/BnDx5yM27dsjG9lMGXf3ax6akoXjt2KIXtUORN2/0uEzkdl+JLRfe+nu+bf6/+BYYPQ0kERTboQP1ThJzq2M6Ou9dTz4/BsIaT+4YRVhTkTWafNBgNIhpQCvQxYLiHsWAqPbMCzUNkugU0q4PrzTotZ3WbTilFLBJ0g1+1MoV3yzy9lMHHv/kzLOdNLGSSRVNmfm+yzxzbj48c2QHuCBtQZMyuZOsulXiveVtPCJq8aoUeVhT8SeHzc9fmywqb86weAIaiQei2XbJ9Xb1Ggm09Yfdve5uPb8wksZIzEIuwqbxa23WeEfcFVTx7YRJnrsZxOb6MvGUzsr8kQy3woGRC8MV/eBVbosGi3UKt77vYHknzNCypuwh7G59A64XL10JfrJbNx8JB/MWp9wAALsWX8MV/eBXhgALboUUZ8FLeEDXdNqAtQbcT26dWYy3mePxFPTMZZ8r6BG4HmMP/QlaSEPzO61O4tZRzywbeKbPtPSEksnpF0ZcnHjjQUKmkknqX/7w+d/xASXPmzGQc8+m8K+TNr9W/feXw7xp43ZcQIJU34QBFU3nltuvlKG5508bewSgkialmEULgKIBusy3zYDSIcEApCeT1fN+uPdJkHJZDCwMYKkKqDN1yir7fVop4t4K+WO+QyOGt/dgSZY4eskQgS+13v/h1R0uDbjsdHTqFZqa0vC/wl8687VqmcHgf9GovlOVQvHYzCdXn9sv9wA4WGhu16G3NTGR5r9l//f7P/+zBQ/jIkR149FtnIUkEUU0tGlbg29c3by2VzSK99Ubdst3dAaeh7RqIQJZKu+fe69YUCbdX8rAcZpJICudp2g5004ZE2P8nhWvn9+KfL8/gsfv3uclAte+7kj0Sz7Db5Q7SCrlPoL7dWzMTfAJrQ0sjYbvGHGtBt2zMrjA9Vr7NXg8EFLm8/bnnQa/2Qn3srl1Y1pmjLTdg5DBsG/fuGABQXUXrM8f2NzWR1Uhmb1gWvvj9V/H6zBJsx4EsEfSFNLxvxwAkSSravpY7trf56G/ieZtT3kzL3xjyMi4WMzocCoRUGRQUusVquyAUKd2EblqIp/WC55qDx759Dh8+uL3uzLGcPVK7LMMbbQpW+/7q3b11wmJKYBUtC7rtHHOsBNtx8LVz7+AbFyYxU5ho2tEXxifv24tP3N0aRftGg1K1B73WC/XY/fsKP79K6+JTVyP9ETz50OG66W3NTGR5t7DVrvuxb5/D2ck4FJnAoSwrT2R0/PJWEvfuiLkZUqUmjLcEwpt4vGbKm1P+TMt/3d5g7VBmz541LBiWU9CRZY0+03JwMb4Mh7IdQ1CRYVOnJUpa7dDVrff7zRomvvziJbx+K1liPV9uIKfaea6ltCbQOFoWdNs55lgJT41P4OnxCSy46kkEV+ZT+E8/fBPPvHwFd4/EGq6FcaylrlYpYNV6oTKGhZP7hvH8xWmM9IWwsz/MtsaE4HffsxNhTYUsSXXXbBudyHrh0i1X/KTSdXsX17AkAbBgWg4oIVjOmfiN0a0lgwr9IQ337BjAkw8dRlhTS7a0fMhjMc2aY3zgwZtp+WvV3mCtyhL6giqWcuw54KUd3bShyRKWciZ6gyprbkYDjI1B0JUTV7Vq8n1BFV996TK+/vOruLmUcTm1AUVe80LSreLsmw0tC7qdtrrRLRtnrsTZ1BThHlAWDNsBAVPaSulm0w9iM3W1WoG60gvlUFoQV5HgUNY4m1nOAoQJwDz6vr346J13uEMSa63BVcu4a3me+RfXsKqAqhSUsnP40MHteOb8Vbxw6RYkwsaLL8aXcebqbXz3jRv4ow+M4YkHDpRsaY8M9+P40SH8q7t3ld2heK8bYOWFnX0Rd1HqCyi4pcjMoVaWoEoEPZpS5Bc2FA0U2bW3cuKqVc3jWt/vsxcm8fzb07idyrmcWu/gSTcuJALFaFnQ7bTVTSKrYy6Tc72gKChMiwV8B0w/wLQdBFW54Qex2bHgWoHaHzgMy8FsKotk1kBvUMWH/ubH0G0be2M92NYbgmHZuLWcxbd/+S7+7+UZN4h/9tgYgOZrcGvxPCu3uBIwr6qgJmNHX9i9d1OJ1UERWZJwO5XD829Pu/ej0S3tZ4+N4cXJuNuoZepiCvYPRRFSNYwNOtjWG4LlMOaERAhM28GvZpK4ayQGRS7+PlvRnW9H87hSjfX00VH80d+9DJvSIg803mjdNUDF6O4GQEsbaZ0Yc+RgItghXF1IwaGMtO6AdbElMDM+no01+iA2MxZcb6D2Bo5EVodNKfpDKkZ6grg8vyroPdIbxuxKDomsgZW8VXbctFLAqlWHrpRx1+t5Vm1xtRyKRE6HpkglQtOWQ2FTWnQ/GtnSPnP+KtKGhfeO9OPaQhqLWR2G7WAubWDvoAbdsnE9mS7aVUmE4MTeYaSN4mttVXe+Hc3jSjVWzsHmo7tehgt3ghA0r+5HS4NuJ8ccA4qMU2NbcSm+VKjpMn4spWxSaDCySlxv9EFsZiy43kD9tXMTWMjqODzchzdmk8gaFpJZAz+/kYDl2CBEQko3EV/Ju9v4oLJKWrccB2cK1jT+gFVvHbrSFrZez7NqiysF4+0mc3qJFQ9vktWjZ1GtCelQipW86R6b08z2DkYxs5xDQJGxkjPcDPGzx8bwzPmrLe/Ot7N5XO4eeJ9LP8NFlVhmL2he3Y+2kGc75ejARbC/cWESM8tZaLIEgOKO/ohLXG8mo2mmbspfiLRhugGSBwXeAPnrn13Cf/vZJeRNG5JEsJQzQCkFIQQ2dWA5AIUDCUBYZdt9vTBlNbOcQzLHfMEkAnzpzNv49x+8syiYNlKHXovnWa3FlTcDvVQw74Rej1Z+4aq2aNQS6OGlpC2RAP7q997njvLyc25Hd74dzWOvQttcOofhaMgVTPI+l15NC+4E8btHdgqa1wbAxphYqABZkjwi2Fk4DsX3357G+amFNWc0jXIXFYmN/r42nYDlUHd8d2dfBCcPFhogF28ib7GAyz24JAKQgjUM3y06AFK6CasQsDKGhevJNCIa06WVCp33vuCEG0wbrUOv1fMMqLy48p+dT+dxI5mFKhN3Qq/awlVt0fjMsf1VBXp44BsIBSoKobe6O9+O5vHXzr2Dp8cnmPWSTXF1IYVL8SU4lOILJw8XPZfcCeLeO1aZIeuNjTiN2mls6KDLwdS62AP+5MNHilTym81oGuUuPjU+gZRuugpVpu1gIc3KCLwBElBlKBKBaVOgEGJtCve/vTAdCkaCYyUTw3IA2AgqEgajjF3gDabNylP6A1Ej112pdsyPcfroKL784iW8djOJFd1ARC2lgnmPVWvR8O4+OF0MgJtBd3qKqtXNY92y8Y0Lky4FkjuCLGR0fOPCJD53nGW73cip3QzTqJ3Cprwbrcxo6jkWDxiKLGHvYLTI1YCAYC6tYzGbx+1UHlnTQs6wmaJXmWPxQEsIC8hMYoUFYduwQCkLsGSRYHtP0A2ma5GnbPS6660dhzUVf3HqPXVNC9azaNQS6FmPKapWNo9nV7KYWc6WNd6cWc5idiXrJhfdxqldr2nUjYhNGXQ7DX/A8AqH5lCN1AAAF2dJREFUJHM6AIpE1sB8Oo+gosBxUBIcJbCygpsDeyQEvV3qsKaAgmA+nYcmS24wracOzcala3uR1UI9teNGh0vqWTTqFejxo51mo61tHrOhjUofVf5wfbEe06gbGSLoNgH/S1xPwPAmL0GVj8iyoQIKFnDLQZUIHJuW/dyXEFWsQ3/22Bi+cvbSqusuCEZ6Q/j00VF8/sTBhqb16q0dNzpc0kjzspZAz+rvVhcXamUgbkXzeHtvCDv6wpheKs52KaXY2R/G9t7QWk+zLViPadSNDBF0G0C1l7hawMgYjOJj2A4SGcNtmhEAsgTYTuWga2H1M1o4B1VREIuuOhzwoFPNyubplyewkNbdl/nWchZPj09AIqShab1GrG4aHS755Pv2YHopg3fiKWRMc83UrnKB32+s2RfUcO/O7mhEBRQZj79/FE+/PIGlrOn63vVHNDz+/tGuqN2WQ6enUTc6RNBtANWyN2+WuZjJI6wp+K0D292sKhYOIKjK2DVAkTNsvHJz0aWDOb7qLq/jAuw/JMKmvmQCbIkEMTbUA4kQhBUFsXCgJPP2W9mcmYxjKWsWZU/MeNDAmSvxhqb1GrG6qbepV9qEkXH3jgE88wcfQE+wOaJ/pYycG2ves3MAsys5vH17CT+bjON7b97A6aNjTel0tBKfP3EQEiE4MxnHQjqPLdFgRXujbkGnp1E3OkTQrRP1bKufeOAALJviJ1dvI2uaOH99Aao84WbCP7h4C9PLGcyndeiWzdSxCoGQP6oSIVAlIG8z9kJPUIVRMKfUVBkp3WQ6B5TixL4h/I/zV2oaUM6n8yWDCgDjt85ncg1N69VTBmi0qVfahKH4+dQCPvOd8zWbMI2IC3mNNd9dZOahbESZ4PZKHv/4VmUH505hoyp+dXIadaNDBN06UU/29r03b+CfJ9hgQUhVSjLhFyfjWEjrri9ZQJGhSgClNkCIy1wIaQr0nAEiEYACPQEFPQH2VemWA4UQfPjQCBxK6zKgHI4GcXVhdcSYQ5EIhiKhhpkNjVjd1KrPNtuEaUZciBtrKhLBcr4481/RTbwxm8QbM+UdnDuNbmMn1EInp1E3On4tgm4rHoRa2VtEU2pq5RIQ3LszBtN2MLOSxUKaGQdKxIEiExYQZKaSFQ0qCKsKjmztQ0Bl6lk8M/7Wow+y+t+3z9WsmwYUGQ+PbsXF+FJRTZdSioFwAKf2b204k7Icio/dtQuP3b/PrVd7x3UTWR2nj44CqD1c0mwTphFxIX6PuLFmb0hFImO4gjFZ04JpOy6Nr5qDs0B1dGoadSNjUwfdVhK2a2VvGcOqmglfW0y5n8uSjL0xVpdNZAyW9coydvUHMdIXhqZImFpMA4RlvRyUAh8+NILeoNawAaVD6Sp7gTLJyE8fHa27VqhbNubTeXz3jRt4+fp8SXbpzTwXs3mEVRUfHNuGr//hcSznzYrb5GaaMPUyKMrV2Y/vGUJat7CSTzKhpII6nSZLrNRAUOTgLGQSBVqNTR10W03Yrrat5s2ySpnwvsGeos8JAXYPREFpGhQUkYCClG5hejmL927rd514X7w2V7ah0qgB5eq4dGM83WLX3gRW8iYGI0yX1ptdAnBr1oks04h45eYCxqfm8NxjJytu05tpwtTbqOOuv946e0wLoC+kYms0iOnlLGSJKXaFNbkhB2cBgWaxaYNuOwjb1ZocsoSymbBpO7hrd3/ZTJlZmOcw3BPC3sEobIcib9k4vmcInz9xEE+NTwAFXQb/+FozojxsXDpa8u/VwLfxALCSN+FQFIlmyxLBmStxQAKmlzOufi4rhwBnr83hK2cv48mHj1T8G402YRpZcJ4anyiqs+dMG7ZD8an370PetPHqzUWMT80zJ4pIoKqDs4BAK7Bpg247CduVmhzeTDhRyJIoBX565TbenFnCib1D+J1DIzh3bR6JnI7lnInhnpD7ossSQURTcH5qAcBl/Ghi1jV91G27pM7YbkNB7zY+b9qucLZXNFsiBPOZHChFiX4uwFgWP71yG3964mBJ3ZcvWo02YbwLDiGrdu+UomjBqVaGuDC1iG8WgnotB2cBgVZi0wbd9SBsV7Niz5oWfnh5Bo8c3oFvPnoCl+JL+OI/vIpwoPQrSOR0/PTK7Zo1y3bTi/yuvV7hbC6aHVBkDEVCyNtWWVqaIhFkDQuJrI7haLAq46BSE6YcLczvIsHr9dxVw3/+fnhLB7UcnDuFdo4rC3QPNm3QXW/C9pu3looyJ6A4aB7e2o8t0WDZLXJIlZHRrZKAbDsUt1PFwidA++hF3m08U/ZaFc5WpVV5xVMHt8KyKX45nSjSieA10sFIELFwoOHR4HK0sOO7mY/ad9+4gbRh4c7t/W6mmzYsPHP+ahFdrp4yxHpxY3mQ7QuqePbCZFMmqAIbD5s26ALrR9iuN8OqVJP98IERvHx93g0WlFJMJTJIZHU4lOLf/eMv8fBo+3mk/roxL4MsZnT0hlREfVKN41NzOHttDjZlXNhYJIg7+sM4OToMAA2PBnuDdECRcTG+hLPX4vja+GXkTQd9IRW7B6JF9/nMZBwfObLDbRQ2UvfuFDfWv5gsZnTXG69eE1SBjYtNHXTXi7Bdb4ZVrSaryMQNFlOJDObTrHk13BNE3iqt7za6Na1Xccx/ju/Z2o9je7bg43fvLnHtfe6xk/jK2cv46ZXbyBoWBiNB93rm0vmihch2Vi2IyrEE/PVY1nRkWfZyjjX0mGgQa+hRyn5mPp3H48+dcxe1tZp4tgPexUSVmWEnH5jhjc56KWtiGGHjYVMHXY5OE7brzbCqbWt5UDhzhc3gK5KEWERzLcT5S3n66GhDW1PbcfC1c+/UrTjWyNZbliQ8+fAR/OmJgxX9vTKG6WbtfBhkW08IfcFisRnvbsGh1G3SUUph2Q6UAq+WN/RuJBlzQpYIogG1bhPPTsO/mPApOUkqbk4C1SlrQjR840IUjOoEywyzbnZVC088cACPHN6BsKJAN22EFQWPHN5RNsPi29py7gt/9dH7cHBrH+7ZOYA9sWiRnGMyp+PLL17CC5duIWtaRVvTp8Ynyp7XU+MTePrlCUwvsYALrCqOVfqdSufYyM/yhejdRZaNOhSQCm4Pum3j2QuTRcfgQRpggcmwbWQNCyu6iYxpIW/ayOgmTNuGbtpIZAz393hA4wuTbtkNnX87wRcTDt6gBFabkxzVKGucg24UdgteDrpAd0MsiTXQqBg3R6uaM9t7Q9jWEypbqugNaXjtZrLuOmmrFccaBcvKr0KRJFe2MBZlgxb+8/XuFnhQYapsBJosuwuM6VAYNoXtOBiKBot4tkD3DTj4S0/eBiVvTgLVKWtCNHxjQ2S6NcDrb/Vmkn6sNcPiwccvVmM7FPfuGMCybpT9PR5svPAqjvnhVRxrF/g48D07B3DPjoGi7L3c+fLdQkhWQEELAVdCWJNBCEFYVbAnFsEznziGB/dtxd7BaAlPuJMDDvXshsp9n3tiEWyJBLCtNwjTcqruioBVDno5cA66QPdCZLplwF8ew3Jw5kq8YTHuVuP00VEsZvP4xY0EdMtGrNAMOn10FG/OLNUtodgOxbFy4E29iKYUCeJ4szz/fSt3vny38JEjOzH3XB6JrI5k1ihkyQSxaABbIkH0BFWcGtva0HReK9HobqhcA/VPTxzE6aOjVXUqOIRo+MaGCLoe8CbTNy5MYmYlB6cwlrtrIFzIyFZf6E5sW/3nQ6mDrT0h/ItDI+4L3SglqtWKY/7zfWp8Ai9ei7PFwLAQ1mTctX0ADxUobo2OLgOsxLK9N8QoYrFV1oNXyL3d03nVUA//2M8uqVR6qse9Yr056AJrgwi6Hjw1PoGnxydcC2wisSbO9UQGAMHewVXdgk5sW0vOh0iIp/L4nxeuQiu8uI0Gm1YojvnBA8rfv3Yd/zwxg5tLGSSz7Jz1rI2L8WWkC9vhZoKjnw3CA5Q/WK/XgIOff8zpcGeuxKuyS8rxguul/gnR8I0LQmk5I3Dg1Vdf3QPg3TvvvBOBwOYX/dAtG5/61ksYvz5XNFWVNS0YloOBkIZ7d8YgFzrujxze0VbieqXzAQCZEBzfO4S/Lejq8p9vB0+3Grzb6oV0HlcWUugNqkhmddiec5YIcM+OGHo0Fd989ITrTNzI+bp/q0ywXs+prdmVLB5/7hyCqlw0xMJpYO/fFYNlw2UoAIBpOTg5OlzkUNFsw1bwdLsPuq7jrbfeAoC9991335T/c5HpFpDI6pjL5NyXhSOsKqDUgu1QZHQT23rCHdm2VjofgFGLFtL5ovJGo9NUzSiO+eHdVksFUZycaSFv2Yh4tslWIfPzlmQaPd9utbHx1qn5EAsh7H5IAF65sYgt0WBhgGM1KL8+k8Drt5LuZGGjI9IcQjR840EE3QJYkymEqwupksyyN6DiA7sH8aWP3t8xrme181ElCVuiwXWVHfRvqznf1KZse00pdWvGSmHyqkdT13zO3WZjw0sfz789jUS2uE7eG9awmDEwn9axsy+Cm0urQdmhqw4Vlk3x8tT8ujdsBToDQRkrIKDIODW2FQMhDd6SC6UU/WEVH9y/HXtiPR17+Gudz6nRtTW9Gh328MNP8ud8U1CWlTqFc6aUuoF2s0olPvHAAZwcHYZDqWupNBQNQCIEGcNEMqvjl9OLmF7KAGD6yHwhkiWCn1ydxUImX/bY5ah0AhsbItP1gDeZvnFhEjPLWYAAO/vDePz9zTeZuu18mq0d+lFOX4IPJiznDYQ1BTnDRkSTcWS4Dw+N1bYR36j1SVmS8Ben3oPXbyWxnDegyhKuJzJYzLDxbcexYTsO0rqFrGmDgCCkybiRzGD3QJSVYwKKX6cegBBS34wQQdeDYlsbNia7vTe0rnbcrT6fZmuHfpTTlyCEYNdABL91YAx/cO+eEp5uJWwGHQFOx3vh0i0m6F4oNQQVCRFNRipvwgEAShFWZQQV2XXgODLMRIS4aD2HEFLfnBDlhTJgTaYe7IlFu+KBb9X51DJ0bLTUUElf4gsnD2F7bxi9Qa2uGvhm0RHg90MhBLrlQAKYMA8ILIdCJsxcNKAUyi8EWEzrOL5nCF84eahurQ6BjY2NkUYItAT16PzGwoG62QGtYBS0U0eg0+UKfj8eu38fHvv2OVxbXMF8WgcFQEEgEVbPXcoxB2iJEPSFVPzL997RtewMgdZDBN02otvsV6rp/PaHNHzntSmcv77QcK13LYyCdnjZrXe5ojeo4TfGtuIXNxYYm4FSSASwHEAq2LxHAypkiYCA4H//6oZr3Nlt7AyB1kOUF9oA23Hw1Zcu4/Hnzrn/++pLl2GXEZrpJMqJrTiUImdYsCnFjyZmmxb2aRZcR6AcmtUR6IZyxcfv3o2+kAaZEFCwkgLASjkUcKllg5EAzk3NYyqRappJIrCxIIJuG7BWZbJ2wlXuUmRcXUjhVzNLuLmcxYXrC7iRzBTR05qt9TYCriPg+BYkx3FwbPeWhssC9ZQrOoGhaBB3jwy4imr33TGIoCqBACAEUCT2MwDFS9fiZRfntdL6BLoTorzQYtRqVlUiuneqFGE5FB+7axdyhoWFrI6gIsNyHLx+K+laAnk1Jjoh7NNKHYF2lCuagZfdEVCY+0VvUINp2YhFAtg32IObSxnMpfQStwuHMvcIYVS5OSGCbotRryklh5832x/ScM+OATz50OESxam1BGbv31nM5jExx3QS9sQiUOVVZ99EVseugYi7aHSCJ9pKL7tukj30i/ts6wkib9rYOxgFBSq6XXzzF5MYigQhywSEAGnDFEaVmwgi6LYY9ZpScvBShEQIbqdyuBhfxpmrt/HdN27gjz4w5r64lQYarEKg9AbicsG5SCeBEOQtG3qabVv3DkYRC2uYS+VhUaasJktyx3mirdAR6CbZQz8jwbVan5xDPJ0r63bhUIpby1lkDAsp3XJlLGNhDT+9chsfObJzXbnjAmuHCLotRiO2395SxFRi1e1WlphD7PNvT7s/6x9o+MHFabw4GWfmjIUAe2LvEADg3LvzRcH59NHREp0Ef2bLDS+XcyaoQxFWlHV3zW0W3SZ76GUk8CA8u5LDv/k/ryBtMGdjuUAnS+sWMoYFx6GQJKYZbNkOphJpXE9m8Om/O4dtPSFRbtjAEEG3DahXM5aXIjRFct1uOSyHwqYUZybjgIOSGvHNpSwSGR333hFzA/HT4xMAYVtsbwNvOW8UlTwkQkoy26Aq447+CP746Ag+ce/urqG5NYNWlivaAUUi+MHFadxYSuNGMgtVXhXJ0S0b+cKocFgjAAhypg3DciBLzKKo2SlCge6ACLptQL1Ed16KSOZ0mI7jWm8Dq8pcC+k8HErRF1oNGjxDtSiTTAworBSQzBkgIHBiqzbeskTw2q0k+oIadHu1C14ts90s2VO3yh7yUs/23jAM28HNZAYp3YIsAZrMnpOsYYFSirCmwLSdwg6IwKYOFMhCgWwDQwTdNqIW0d2VBbw47W73gYIyVyQIWSLYEg0CFEUB07QdWDZ1ywTefwNZDcQcKzkDD49txbl3V+UDCUFDmW23DXpsVPjZLbsGIriZzECRWNMsrMmu80TesqEpMigoNFlGT0ApYmV0m9OxQH0QQXedwUsO8+m8u9WMRVhzxXYoTo1uBYCiGrEqS1AkglhEczNarmdLQEroUgOhAJ586DD6glrDzgutUiUTYPCzW3TTRt5imSylFJQSqIpUUByjODjcg6nFDGxKEYsEinZDQoFsY0IE3XUGL0WcPjqKL794Ca/dTGJFNxBR1ZI6sDdgPrhvGCnd8hyHYCCkAQRFLyZv4IU1tanZfr8qWUo38b1f3YBpO+7oqkD9KGW3rH5XTI+BuZUAFkzLgQyCbb0h6LbtloQAoUC2kSGCbpcgrKn4Dx+6q+I23h8wFYmUeIb9SSFAn7s2X7GB18hsv3cr7Pf/ujqfAgHBn588KDLeBlBisqlKCKoycoYFTZHdZmpIkTE62IP/9akHMRwNulSzTjsdC7QeIuh2GaoFRf9nlTLXzx0/0JL6q3cr7Pf/yls2nr94E6Zj40MHtncdQ6Cb4We37ItFMZvKglACi1KokoT+iIbTR0exJ8aGOYQC2eaBCLobHOWCdKuUqvhWOKWbRf5fAGNXXIwvY3xqAf/5x28hGlA3nPD4eqHS0MSZyTgW0nlsiQZxarTUaUMokG0OiLdDoCL4Vvh7v7pR5EpMKUXWtJEzGaNClpQiJa/vPP7wep72hkG5oQmRyW5+iKArUBVPPHAApu3g6nwKectmW9+whncTaRBCQADwuY1WCI//OkNksr8eEEFXoCpkScKTDx8BAcHzF28ioMpI6xauLqQAoKj5A3RWyUtAYCNCBF2BuvDnJw9CkdkUVN60IUuMKxzyqal1WslLQGCjQQRdgbrgb/584bsXcPZavCjLXQ8lLwGBjQZBsBRoCLzu+NxjD+LU2DZosgTLdqDJEk6NbVs3JS8BgY0CkekKNIVuV/ISEOhWiKArsCZ0q5KXgEC3QpQXBAQEBDoIEXQFBAQEOggRdAUEBAQ6CBF0BQQEBDoIEXQFBAQEOggRdDcxVvIGXr+1iJW8sd6nIiAgUICgjG1CGJblWpBnDAsRTRGyiwICXQKR6W5CPPbtczhz9TYM24EqS0WyiwICAusLEXQ3GVbyBs5fX4Dks9Dxyi4KCAisH0TQ3WS4tphCxrDKfsZlFwUEBNYPIuhuMuwb7EFEK1+3FbKLAgLrDxF0Nxl6gxqO7d4Cx3GK/t1xHBzbvUWI0ggIrDNE0N2E+NajJ4TsooBAl0LwhzYhhOyigED3QgTdTQwhuygg0H0Q5QUBAQGBDkIEXQEBAYEOQgRdAQEBgQ6iWk1XBgDDEBNMAgICAvXCEzPlcp9XC7rbAWBiYqLFpyQgICDwa4HtACb9/1gt6P4CwEkAswDsNp2UgICAwGaDDBZwf1HuQ0Ip7ezpCAgICPwaQzTSBAQEBDoIEXQFBAQEOggRdAUEBAQ6CBF0BQQEBDqI/w8sZaLEqVr9LwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize('t-sne','tfidf',corpus,labels =False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize('umap','tfidf',corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize('umap','tfidf',corpus,labels = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize('umap','count',corpus,metric= 'cosine')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
